Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1111/gcb.13592 |
Grassland gross carbon dioxide uptake based on an improved model tree ensemble approach considering human interventions: global estimation and covariation with climate | |
Liang, Wei1,2,3,4; Lu, Yihe2; Zhang, Weibin1,3,4; Li, Shuai1; Jin, Zhao1,3,4; Ciais, Philippe5; Fu, Bojie2; Wang, Shuai2; Yan, Jianwu1,3,4; Li, Junyi1,3; Su, Huimin1 | |
通讯作者 | Lu, Yihe |
来源期刊 | GLOBAL CHANGE BIOLOGY
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ISSN | 1354-1013 |
EISSN | 1365-2486 |
出版年 | 2017 |
卷号 | 23期号:7页码:2720-2742 |
英文摘要 | Grassland ecosystems act as a crucial role in the global carbon cycle and provide vital ecosystem services for many species. However, these low-productivity and water-limited ecosystems are sensitive and vulnerable to climate perturbations and human intervention, the latter of which is often not considered due to lack of spatial information regarding the grassland management. Here by the application of a model tree ensemble (MTE-GRASS) trained on local eddy covariance data and using as predictors gridded climate and management intensity field (grazing and cutting), we first provide an estimate of global grassland gross primary production (GPP). GPP from our study compares well (modeling efficiency NSE = 0.85 spatial; NSE between 0.69 and 0.94 interannual) with that from flux measurement. Global grassland GPP was on average 11 +/- 0.31 Pg C yr(-1) and exhibited significantly increasing trend at both annual and seasonal scales, with an annual increase of 0.023 Pg C (0.2%) from 1982 to 2011. Meanwhile, we found that at both annual and seasonal scale, the trend (except for northern summer) and interannual variability of the GPP are primarily driven by arid/semiarid ecosystems, the latter of which is due to the larger variation in precipitation. Grasslands in arid/semiarid regions have a stronger (33 g C m(-2) yr(-1) /100 mm) and faster (0- to 1-month time lag) response to precipitation than those in other regions. Although globally spatial gradients (71%) and interannual changes (51%) in GPP were mainly driven by precipitation, where most regions with arid/semiarid climate zone, temperature and radiation together shared half of GPP variability, which is mainly distributed in the high-latitude or cold regions. Our findings and the results of other studies suggest the overwhelming importance of arid/semiarid regions as a control on grassland ecosystems carbon cycle. Similarly, under the projected future climate change, grassland ecosystems in these regions will be potentially greatly influenced. |
英文关键词 | arid/semiarid ecosystems climate control data-driven method global grassland GPP grazing and cutting model tree ensembles spatiotemporal patterns |
类型 | Article |
语种 | 英语 |
国家 | Peoples R China ; France |
收录类别 | SCI-E |
WOS记录号 | WOS:000402514900017 |
WOS关键词 | NET PRIMARY PRODUCTION ; RAIN-USE EFFICIENCY ; INTERANNUAL VARIABILITY ; PRIMARY PRODUCTIVITY ; SEMIARID ECOSYSTEMS ; EUROPEAN GRASSLANDS ; MAINLAND AUSTRALIA ; BIOSPHERE MODEL ; CO2 EMISSIONS ; LAND-COVER |
WOS类目 | Biodiversity Conservation ; Ecology ; Environmental Sciences |
WOS研究方向 | Biodiversity & Conservation ; Environmental Sciences & Ecology |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/199360 |
作者单位 | 1.Shaanxi Normal Univ, Coll Tourism & Environm, Xian 710119, Peoples R China; 2.Chinese Acad Sci, State Key Lab Urban & Reg Ecol, Ecoenvironm Sci Res Ctr, Beijing 100085, Peoples R China; 3.Shaanxi Key Lab Tourism Informat, Xian 710119, Peoples R China; 4.Shaanxi Normal Univ, Res Ctr Geog Environm Change & Sustainable Dev, Xian 710119, Peoples R China; 5.CEA, LSCE, CNRS, UMR, Bat 709, F-91191 Gif Sur Yvette, France |
推荐引用方式 GB/T 7714 | Liang, Wei,Lu, Yihe,Zhang, Weibin,et al. Grassland gross carbon dioxide uptake based on an improved model tree ensemble approach considering human interventions: global estimation and covariation with climate[J],2017,23(7):2720-2742. |
APA | Liang, Wei.,Lu, Yihe.,Zhang, Weibin.,Li, Shuai.,Jin, Zhao.,...&Su, Huimin.(2017).Grassland gross carbon dioxide uptake based on an improved model tree ensemble approach considering human interventions: global estimation and covariation with climate.GLOBAL CHANGE BIOLOGY,23(7),2720-2742. |
MLA | Liang, Wei,et al."Grassland gross carbon dioxide uptake based on an improved model tree ensemble approach considering human interventions: global estimation and covariation with climate".GLOBAL CHANGE BIOLOGY 23.7(2017):2720-2742. |
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